Graph Neural Networks

Transferable Graph Condensation from the Causal Perspective AAAI 2026 Transferable Hypergraph Attack via Injecting Nodes into Pivotal Hyperedges AAAI 2026 Trimming the Fat: Redundancy-Aware Acceleration Framework for DGNNs AAAI 2026 TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026 TRUST: Transaction Risk via Unified Sequence and Topology AAAI 2026 TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective AAAI 2026 TuningIQA: Fine-Grained Blind Image Quality Assessment for Livestreaming Camera Tuning AAAI 2026 U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions AAAI 2026 Underground Plant Exploration: Non-Destructive 3D Root Assessment with GPR Based on Point Graph Neural Network CVPR 2026 UnderWater SLAM with Laser-light sectioning method using ST-GAT WACV 2026 UniABG: Unified Adversarial View Bridging and Graph Correspondence for Unsupervised Cross-View Geo-Localization AAAI 2026 Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026 Unlocking Multi-Modal Potentials for Link Prediction on Dynamic Text-Attributed Graphs AAAI 2026 Urban Incident Prediction with Graph Neural Networks: Integrating Government Ratings and Crowdsourced Reports AAAI 2026 ViG-RAG: Video-aware Graph Retrieval-Augmented Generation via Temporal and Semantic Hybrid Reasoning AAAI 2026 Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor Segmentation with Missing Modalities CVPR 2026 ViTE: Virtual Graph Trajectory Expert Router for Pedestrian Trajectory Prediction AAAI 2026 Warm-starting active-set solvers using graph neural networks L4DC 2026 When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering AAAI 2026 X-MoGen: Unified Motion Generation Across Humans and Animals AAAI 2026 S^2FGL: Spatial Spectral Federated Graph Learning ICML 2025 A3GS: Arbitrary Artistic Style into Arbitrary 3D Gaussian Splatting ICCV 2025 Accelerating Training with Neuron Interaction and Nowcasting Networks ICLR 2025 Accurate and Scalable Graph Neural Networks via Message Invariance ICLR 2025 Accurate Nucleic Acid-Binding Residue Identification Based Domain-Adaptive Protein Language Model and Explainable Geometric Deep Learning AAAI 2025